Titanic Data Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	16
Number of observations	891
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	247.6 KiB
Average record size in memory	284.5 B

Variable types

Numeric	7
Categorical	6
Text	3

Alerts

`Age` is highly overall correlated with `Age_BinMean` and 2 other fields	High correlation
`Age_BinMean` is highly overall correlated with `Age` and 2 other fields	High correlation
`Age_Group` is highly overall correlated with `Age` and 2 other fields	High correlation
`Age_Standard` is highly overall correlated with `Age` and 2 other fields	High correlation
`Fare` is highly overall correlated with `Fare_MinMax`	High correlation
`Fare_MinMax` is highly overall correlated with `Fare`	High correlation
`Sex` is highly overall correlated with `Survived`	High correlation
`Survived` is highly overall correlated with `Sex`	High correlation
`PassengerId` is uniformly distributed	Uniform
`PassengerId` has unique values	Unique
`Name` has unique values	Unique
`SibSp` has 608 (68.2%) zeros	Zeros
`Parch` has 678 (76.1%) zeros	Zeros
`Fare` has 15 (1.7%) zeros	Zeros
`Fare_MinMax` has 15 (1.7%) zeros	Zeros
`Age_Standard` has 177 (19.9%) zeros	Zeros

Reproduction

Analysis started	2025-08-21 05:38:27.022057
Analysis finished	2025-08-21 05:38:29.611717
Duration	2.59 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

PassengerId
Real number (ℝ)

Uniform Unique

Distinct	891
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	446

Minimum	1
Maximum	891
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.1 KiB

Quantile statistics

Minimum	1
5-th percentile	45.5
Q1	223.5
median	446
Q3	668.5
95-th percentile	846.5
Maximum	891
Range	890
Interquartile range (IQR)	445

Descriptive statistics

Standard deviation	257.35384
Coefficient of variation (CV)	0.57702655
Kurtosis	-1.2
Mean	446
Median Absolute Deviation (MAD)	223
Skewness	0
Sum	397386
Variance	66231
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.1%
599	1	0.1%
588	1	0.1%
589	1	0.1%
590	1	0.1%
591	1	0.1%
592	1	0.1%
593	1	0.1%
594	1	0.1%
595	1	0.1%
Other values (881)	881	98.9%

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%
7	1	0.1%
8	1	0.1%
9	1	0.1%
10	1	0.1%

Value	Count	Frequency (%)
891	1	0.1%
890	1	0.1%
889	1	0.1%
888	1	0.1%
887	1	0.1%
886	1	0.1%
885	1	0.1%
884	1	0.1%
883	1	0.1%
882	1	0.1%

Survived
Categorical

High correlation

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	43.6 KiB

0	549
1	342

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	891
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	549	61.6%
1	342	38.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	549	61.6%
1	342	38.4%

Most occurring characters

Value	Count	Frequency (%)
0	549	61.6%
1	342	38.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	549	61.6%
1	342	38.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	549	61.6%
1	342	38.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	549	61.6%
1	342	38.4%

Pclass
Categorical

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	43.6 KiB

3	491
1	216
2	184

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	891
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	1
3rd row	3
4th row	1
5th row	3

Common Values

Value	Count	Frequency (%)
3	491	55.1%
1	216	24.2%
2	184	20.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	491	55.1%
1	216	24.2%
2	184	20.7%

Most occurring characters

Value	Count	Frequency (%)
3	491	55.1%
1	216	24.2%
2	184	20.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	491	55.1%
1	216	24.2%
2	184	20.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	491	55.1%
1	216	24.2%
2	184	20.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	491	55.1%
1	216	24.2%
2	184	20.7%

Name
Text

Unique

Distinct	891
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	66.2 KiB

Length

Max length	82
Median length	52
Mean length	26.965208
Min length	12

Characters and Unicode

Total characters	24026
Distinct characters	60
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	891 ?
Unique (%)	100.0%

Sample

1st row	Braund, Mr. Owen Harris
2nd row	Cumings, Mrs. John Bradley (Florence Briggs Thayer)
3rd row	Heikkinen, Miss. Laina
4th row	Futrelle, Mrs. Jacques Heath (Lily May Peel)
5th row	Allen, Mr. William Henry

Value	Count	Frequency (%)
mr	521	14.4%
miss	182	5.0%
mrs	129	3.6%
william	64	1.8%
john	44	1.2%
master	40	1.1%
henry	35	1.0%
george	24	0.7%
james	24	0.7%
charles	23	0.6%
Other values (1515)	2538	70.0%

Most occurring characters

Value	Count	Frequency (%)
	2735	11.4%
r	1958	8.1%
e	1703	7.1%
a	1657	6.9%
i	1325	5.5%
n	1304	5.4%
s	1297	5.4%
M	1128	4.7%
l	1067	4.4%
o	1008	4.2%
Other values (50)	8844	36.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	24026	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2735	11.4%
r	1958	8.1%
e	1703	7.1%
a	1657	6.9%
i	1325	5.5%
n	1304	5.4%
s	1297	5.4%
M	1128	4.7%
l	1067	4.4%
o	1008	4.2%
Other values (50)	8844	36.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	24026	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2735	11.4%
r	1958	8.1%
e	1703	7.1%
a	1657	6.9%
i	1325	5.5%
n	1304	5.4%
s	1297	5.4%
M	1128	4.7%
l	1067	4.4%
o	1008	4.2%
Other values (50)	8844	36.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	24026	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2735	11.4%
r	1958	8.1%
e	1703	7.1%
a	1657	6.9%
i	1325	5.5%
n	1304	5.4%
s	1297	5.4%
M	1128	4.7%
l	1067	4.4%
o	1008	4.2%
Other values (50)	8844	36.8%

Sex
Categorical

High correlation

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	43.6 KiB

1	577
0	314

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	891
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	577	64.8%
0	314	35.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	577	64.8%
0	314	35.2%

Most occurring characters

Value	Count	Frequency (%)
1	577	64.8%
0	314	35.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	577	64.8%
0	314	35.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	577	64.8%
0	314	35.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	577	64.8%
0	314	35.2%

Age
Real number (ℝ)

High correlation

Distinct	89
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.699118

Minimum	0.42
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.1 KiB

Quantile statistics

Minimum	0.42
5-th percentile	6
Q1	22
median	29.699118
Q3	35
95-th percentile	54
Maximum	80
Range	79.58
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	13.002015
Coefficient of variation (CV)	0.4377913
Kurtosis	0.9662793
Mean	29.699118
Median Absolute Deviation (MAD)	6.3008824
Skewness	0.43448809
Sum	26461.914
Variance	169.0524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.69911765	177	19.9%
24	30	3.4%
22	27	3.0%
18	26	2.9%
28	25	2.8%
30	25	2.8%
19	25	2.8%
21	24	2.7%
25	23	2.6%
36	22	2.5%
Other values (79)	487	54.7%

Value	Count	Frequency (%)
0.42	1	0.1%
0.67	1	0.1%
0.75	2	0.2%
0.83	2	0.2%
0.92	1	0.1%
1	7	0.8%
2	10	1.1%
3	6	0.7%
4	10	1.1%
5	4	0.4%

Value	Count	Frequency (%)
80	1	0.1%
74	1	0.1%
71	2	0.2%
70.5	1	0.1%
70	2	0.2%
66	1	0.1%
65	3	0.3%
64	2	0.2%
63	2	0.2%
62	4	0.4%

SibSp
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52300786

Minimum	0
Maximum	8
Zeros	608
Zeros (%)	68.2%
Negative	0
Negative (%)	0.0%
Memory size	7.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	8
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1027434
Coefficient of variation (CV)	2.1084644
Kurtosis	17.88042
Mean	0.52300786
Median Absolute Deviation (MAD)	0
Skewness	3.6953517
Sum	466
Variance	1.2160431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	608	68.2%
1	209	23.5%
2	28	3.1%
4	18	2.0%
3	16	1.8%
8	7	0.8%
5	5	0.6%

Value	Count	Frequency (%)
0	608	68.2%
1	209	23.5%
2	28	3.1%
3	16	1.8%
4	18	2.0%
5	5	0.6%
8	7	0.8%

Value	Count	Frequency (%)
8	7	0.8%
5	5	0.6%
4	18	2.0%
3	16	1.8%
2	28	3.1%
1	209	23.5%
0	608	68.2%

Parch
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.38159371

Minimum	0
Maximum	6
Zeros	678
Zeros (%)	76.1%
Negative	0
Negative (%)	0.0%
Memory size	7.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.80605722
Coefficient of variation (CV)	2.1123441
Kurtosis	9.7781252
Mean	0.38159371
Median Absolute Deviation (MAD)	0
Skewness	2.749117
Sum	340
Variance	0.64972824
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	678	76.1%
1	118	13.2%
2	80	9.0%
5	5	0.6%
3	5	0.6%
4	4	0.4%
6	1	0.1%

Value	Count	Frequency (%)
0	678	76.1%
1	118	13.2%
2	80	9.0%
3	5	0.6%
4	4	0.4%
5	5	0.6%
6	1	0.1%

Value	Count	Frequency (%)
6	1	0.1%
5	5	0.6%
4	4	0.4%
3	5	0.6%
2	80	9.0%
1	118	13.2%
0	678	76.1%

Ticket
Text

Distinct	681
Distinct (%)	76.4%
Missing	0
Missing (%)	0.0%
Memory size	48.6 KiB

Length

Max length	18
Median length	17
Mean length	6.7508418
Min length	3

Characters and Unicode

Total characters	6015
Distinct characters	35
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	547 ?
Unique (%)	61.4%

Sample

1st row	A/5 21171
2nd row	PC 17599
3rd row	STON/O2. 3101282
4th row	113803
5th row	373450

Value	Count	Frequency (%)
pc	60	5.3%
c.a	27	2.4%
a/5	17	1.5%
ca	14	1.2%
ston/o	12	1.1%
2	12	1.1%
sc/paris	9	0.8%
w./c	9	0.8%
soton/o.q	8	0.7%
347082	7	0.6%
Other values (709)	955	84.5%

Most occurring characters

Value	Count	Frequency (%)
3	746	12.4%
1	689	11.5%
2	594	9.9%
7	490	8.1%
4	464	7.7%
6	422	7.0%
0	406	6.7%
5	387	6.4%
9	328	5.5%
8	282	4.7%
Other values (25)	1207	20.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6015	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	746	12.4%
1	689	11.5%
2	594	9.9%
7	490	8.1%
4	464	7.7%
6	422	7.0%
0	406	6.7%
5	387	6.4%
9	328	5.5%
8	282	4.7%
Other values (25)	1207	20.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6015	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	746	12.4%
1	689	11.5%
2	594	9.9%
7	490	8.1%
4	464	7.7%
6	422	7.0%
0	406	6.7%
5	387	6.4%
9	328	5.5%
8	282	4.7%
Other values (25)	1207	20.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6015	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	746	12.4%
1	689	11.5%
2	594	9.9%
7	490	8.1%
4	464	7.7%
6	422	7.0%
0	406	6.7%
5	387	6.4%
9	328	5.5%
8	282	4.7%
Other values (25)	1207	20.1%

Fare
Real number (ℝ)

High correlation Zeros

Distinct	248
Distinct (%)	27.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.204208

Minimum	0
Maximum	512.3292
Zeros	15
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	7.1 KiB

Quantile statistics

Minimum	0
5-th percentile	7.225
Q1	7.9104
median	14.4542
Q3	31
95-th percentile	112.07915
Maximum	512.3292
Range	512.3292
Interquartile range (IQR)	23.0896

Descriptive statistics

Standard deviation	49.693429
Coefficient of variation (CV)	1.5430725
Kurtosis	33.398141
Mean	32.204208
Median Absolute Deviation (MAD)	6.9042
Skewness	4.7873165
Sum	28693.949
Variance	2469.4368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.05	43	4.8%
13	42	4.7%
7.8958	38	4.3%
7.75	34	3.8%
26	31	3.5%
10.5	24	2.7%
7.925	18	2.0%
7.775	16	1.8%
7.2292	15	1.7%
0	15	1.7%
Other values (238)	615	69.0%

Value	Count	Frequency (%)
0	15	1.7%
4.0125	1	0.1%
5	1	0.1%
6.2375	1	0.1%
6.4375	1	0.1%
6.45	1	0.1%
6.4958	2	0.2%
6.75	2	0.2%
6.8583	1	0.1%
6.95	1	0.1%

Value	Count	Frequency (%)
512.3292	3	0.3%
263	4	0.4%
262.375	2	0.2%
247.5208	2	0.2%
227.525	4	0.4%
221.7792	1	0.1%
211.5	1	0.1%
211.3375	3	0.3%
164.8667	2	0.2%
153.4625	3	0.3%

Cabin
Text

Distinct	148
Distinct (%)	16.6%
Missing	0
Missing (%)	0.0%
Memory size	48.2 KiB

Length

Max length	15
Median length	7
Mean length	6.2188552
Min length	1

Characters and Unicode

Total characters	5541
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	101 ?
Unique (%)	11.3%

Sample

1st row	Unknown
2nd row	C85
3rd row	Unknown
4th row	C123
5th row	Unknown

Value	Count	Frequency (%)
unknown	687	74.3%
c25	4	0.4%
c27	4	0.4%
g6	4	0.4%
b96	4	0.4%
b98	4	0.4%
f	4	0.4%
c23	4	0.4%
f33	3	0.3%
e101	3	0.3%
Other values (152)	204	22.1%

Most occurring characters

Value	Count	Frequency (%)
n	2061	37.2%
U	687	12.4%
k	687	12.4%
o	687	12.4%
w	687	12.4%
2	72	1.3%
C	71	1.3%
B	64	1.2%
1	61	1.1%
3	59	1.1%
Other values (14)	405	7.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5541	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	2061	37.2%
U	687	12.4%
k	687	12.4%
o	687	12.4%
w	687	12.4%
2	72	1.3%
C	71	1.3%
B	64	1.2%
1	61	1.1%
3	59	1.1%
Other values (14)	405	7.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5541	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	2061	37.2%
U	687	12.4%
k	687	12.4%
o	687	12.4%
w	687	12.4%
2	72	1.3%
C	71	1.3%
B	64	1.2%
1	61	1.1%
3	59	1.1%
Other values (14)	405	7.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5541	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	2061	37.2%
U	687	12.4%
k	687	12.4%
o	687	12.4%
w	687	12.4%
2	72	1.3%
C	71	1.3%
B	64	1.2%
1	61	1.1%
3	59	1.1%
Other values (14)	405	7.3%

Embarked
Categorical

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	43.6 KiB

2	644
0	168
1	77
3	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	891
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	0
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	644	72.3%
0	168	18.9%
1	77	8.6%
3	2	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	644	72.3%
0	168	18.9%
1	77	8.6%
3	2	0.2%

Most occurring characters

Value	Count	Frequency (%)
2	644	72.3%
0	168	18.9%
1	77	8.6%
3	2	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	644	72.3%
0	168	18.9%
1	77	8.6%
3	2	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	644	72.3%
0	168	18.9%
1	77	8.6%
3	2	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	644	72.3%
0	168	18.9%
1	77	8.6%
3	2	0.2%

Age_BinMean
Categorical

High correlation

Distinct	5
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	57.0 KiB

26.256680350916653	523
39.23936170212766	188
8.0067	100
54.84782608695652	69
69.77272727272727	11

Length

Max length	18
Median length	18
Mean length	16.352413
Min length	6

Characters and Unicode

Total characters	14570
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	26.256680350916653
2nd row	39.23936170212766
3rd row	26.256680350916653
4th row	39.23936170212766
5th row	39.23936170212766

Common Values

Value	Count	Frequency (%)
26.256680350916653	523	58.7%
39.23936170212766	188	21.1%
8.0067	100	11.2%
54.84782608695652	69	7.7%
69.77272727272727	11	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
26.256680350916653	523	58.7%
39.23936170212766	188	21.1%
8.0067	100	11.2%
54.84782608695652	69	7.7%
69.77272727272727	11	1.2%

Most occurring characters

Value	Count	Frequency (%)
6	3497	24.0%
2	1814	12.5%
5	1776	12.2%
3	1610	11.1%
0	1503	10.3%
9	979	6.7%
1	899	6.2%
.	891	6.1%
8	830	5.7%
7	633	4.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14570	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
6	3497	24.0%
2	1814	12.5%
5	1776	12.2%
3	1610	11.1%
0	1503	10.3%
9	979	6.7%
1	899	6.2%
.	891	6.1%
8	830	5.7%
7	633	4.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14570	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
6	3497	24.0%
2	1814	12.5%
5	1776	12.2%
3	1610	11.1%
0	1503	10.3%
9	979	6.7%
1	899	6.2%
.	891	6.1%
8	830	5.7%
7	633	4.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14570	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
6	3497	24.0%
2	1814	12.5%
5	1776	12.2%
3	1610	11.1%
0	1503	10.3%
9	979	6.7%
1	899	6.2%
.	891	6.1%
8	830	5.7%
7	633	4.3%

Fare_MinMax
Real number (ℝ)

High correlation Zeros

Distinct	248
Distinct (%)	27.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.062858428

Minimum	0
Maximum	1
Zeros	15
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	7.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.014102261
Q1	0.015440073
median	0.028212719
Q3	0.06050797
95-th percentile	0.21876393
Maximum	1
Range	1
Interquartile range (IQR)	0.045067898

Descriptive statistics

Standard deviation	0.096995113
Coefficient of variation (CV)	1.5430725
Kurtosis	33.398141
Mean	0.062858428
Median Absolute Deviation (MAD)	0.013476101
Skewness	4.7873165
Sum	56.006859
Variance	0.0094080519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01571255357	43	4.8%
0.02537431011	42	4.7%
0.01541157521	38	4.3%
0.01512699257	34	3.8%
0.05074862022	31	3.5%
0.02049463509	24	2.7%
0.01546856982	18	2.0%
0.01517578932	16	1.8%
0.01411045867	15	1.7%
0	15	1.7%
Other values (238)	615	69.0%

Value	Count	Frequency (%)
0	15	1.7%
0.007831878409	1	0.1%
0.009759350043	1	0.1%
0.01217478918	1	0.1%
0.01256516318	1	0.1%
0.01258956156	1	0.1%
0.0126789572	2	0.2%
0.01317512256	2	0.2%
0.01338651008	1	0.1%
0.01356549656	1	0.1%

Value	Count	Frequency (%)
1	3	0.3%
0.5133418123	4	0.4%
0.5121218935	2	0.2%
0.483128426	2	0.2%
0.4440992237	4	0.4%
0.432884169	1	0.1%
0.4128205068	1	0.1%
0.4125033279	3	0.3%
0.3217983671	2	0.2%
0.2995388512	3	0.3%

Age_Standard
Real number (ℝ)

High correlation Zeros

Distinct	89
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2229381 × 10^-16

Minimum	-2.2531555
Maximum	3.8708717
Zeros	177
Zeros (%)	19.9%
Negative	384
Negative (%)	43.1%
Memory size	7.1 KiB

Quantile statistics

Minimum	-2.2531555
5-th percentile	-1.8237502
Q1	-0.5924806
median	0
Q3	0.40792596
95-th percentile	1.8700586
Maximum	3.8708717
Range	6.1240272
Interquartile range (IQR)	1.0004066

Descriptive statistics

Standard deviation	1.0005616
Coefficient of variation (CV)	4.5010773 × 10¹⁵
Kurtosis	0.9662793
Mean	2.2229381 × 10^-16
Median Absolute Deviation (MAD)	0.48488031
Skewness	0.43448809
Sum	1.9140245 × 10^-13
Variance	1.0011236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	177	19.9%
-0.4385718983	30	3.4%
-0.5924805998	27	3.0%
-0.9002980028	26	2.9%
-0.1307544954	25	2.8%
0.02315420612	25	2.8%
-0.823343652	25	2.8%
-0.6694349505	24	2.7%
-0.3616175476	23	2.6%
0.4848803106	22	2.5%
Other values (79)	487	54.7%

Value	Count	Frequency (%)
-2.253155489	1	0.1%
-2.233916901	1	0.1%
-2.227760553	2	0.2%
-2.221604205	2	0.2%
-2.214678313	1	0.1%
-2.208521965	7	0.8%
-2.131567615	10	1.1%
-2.054613264	6	0.7%
-1.977658913	10	1.1%
-1.900704562	4	0.4%

Value	Count	Frequency (%)
3.870871743	1	0.1%
3.409145639	1	0.1%
3.178282586	2	0.2%
3.139805411	1	0.1%
3.101328236	2	0.2%
2.793510833	1	0.1%
2.716556482	3	0.3%
2.639602131	2	0.2%
2.562647781	2	0.2%
2.48569343	4	0.4%

Age_Group
Categorical

High correlation

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

Adult	688
Teen	70
Child	69
Senior	64

Length

Max length	6
Median length	5
Mean length	4.993266
Min length	4

Characters and Unicode

Total characters	4449
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Adult
2nd row	Adult
3rd row	Adult
4th row	Adult
5th row	Adult

Common Values

Value	Count	Frequency (%)
Adult	688	77.2%
Teen	70	7.9%
Child	69	7.7%
Senior	64	7.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
adult	688	77.2%
teen	70	7.9%
child	69	7.7%
senior	64	7.2%

Most occurring characters

Value	Count	Frequency (%)
d	757	17.0%
l	757	17.0%
A	688	15.5%
u	688	15.5%
t	688	15.5%
e	204	4.6%
n	134	3.0%
i	133	3.0%
T	70	1.6%
C	69	1.6%
Other values (4)	261	5.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4449	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	757	17.0%
l	757	17.0%
A	688	15.5%
u	688	15.5%
t	688	15.5%
e	204	4.6%
n	134	3.0%
i	133	3.0%
T	70	1.6%
C	69	1.6%
Other values (4)	261	5.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4449	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	757	17.0%
l	757	17.0%
A	688	15.5%
u	688	15.5%
t	688	15.5%
e	204	4.6%
n	134	3.0%
i	133	3.0%
T	70	1.6%
C	69	1.6%
Other values (4)	261	5.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4449	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	757	17.0%
l	757	17.0%
A	688	15.5%
u	688	15.5%
t	688	15.5%
e	204	4.6%
n	134	3.0%
i	133	3.0%
T	70	1.6%
C	69	1.6%
Other values (4)	261	5.9%

	Age	Age_BinMean	Age_Group	Age_Standard	Embarked	Fare	Fare_MinMax	Parch	PassengerId	Pclass	Sex	SibSp	Survived
Age	1.000	0.997	0.823	1.000	0.139	0.119	0.119	-0.217	0.042	0.265	0.106	-0.147	0.158
Age_BinMean	0.997	1.000	0.730	0.997	0.090	0.095	0.095	0.246	0.000	0.263	0.113	0.240	0.135
Age_Group	0.823	0.730	1.000	0.823	0.031	0.069	0.069	0.300	0.000	0.190	0.116	0.290	0.108
Age_Standard	1.000	0.997	0.823	1.000	0.139	0.119	0.119	-0.217	0.042	0.265	0.106	-0.147	0.158
Embarked	0.139	0.090	0.031	0.139	1.000	0.170	0.170	0.000	0.000	0.264	0.125	0.061	0.173
Fare	0.119	0.095	0.069	0.119	0.170	1.000	1.000	0.410	-0.014	0.479	0.189	0.447	0.283
Fare_MinMax	0.119	0.095	0.069	0.119	0.170	1.000	1.000	0.410	-0.014	0.479	0.189	0.447	0.283
Parch	-0.217	0.246	0.300	-0.217	0.000	0.410	0.410	1.000	0.001	0.022	0.247	0.450	0.157
PassengerId	0.042	0.000	0.000	0.042	0.000	-0.014	-0.014	0.001	1.000	0.032	0.066	-0.061	0.104
Pclass	0.265	0.263	0.190	0.265	0.264	0.479	0.479	0.022	0.032	1.000	0.130	0.148	0.337
Sex	0.106	0.113	0.116	0.106	0.125	0.189	0.189	0.247	0.066	0.130	1.000	0.206	0.540
SibSp	-0.147	0.240	0.290	-0.147	0.061	0.447	0.447	0.450	-0.061	0.148	0.206	1.000	0.187
Survived	0.158	0.135	0.108	0.158	0.173	0.283	0.283	0.157	0.104	0.337	0.540	0.187	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Parch	Ticket	Fare	Cabin	Embarked	Age_BinMean	Fare_MinMax	Age_Standard	Age_Group
0	1	0	3	Braund, Mr. Owen Harris	1	22.000000	1	0	A/5 21171	7.2500	Unknown	2	26.256680	0.014151	-0.592481	Adult
1	2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Thayer)	0	38.000000	1	0	PC 17599	71.2833	C85	0	39.239362	0.139136	0.638789	Adult
2	3	1	3	Heikkinen, Miss. Laina	0	26.000000	0	0	STON/O2. 3101282	7.9250	Unknown	2	26.256680	0.015469	-0.284663	Adult
3	4	1	1	Futrelle, Mrs. Jacques Heath (Lily May Peel)	0	35.000000	1	0	113803	53.1000	C123	2	39.239362	0.103644	0.407926	Adult
4	5	0	3	Allen, Mr. William Henry	1	35.000000	0	0	373450	8.0500	Unknown	2	39.239362	0.015713	0.407926	Adult
5	6	0	3	Moran, Mr. James	1	29.699118	0	0	330877	8.4583	Unknown	1	26.256680	0.016510	0.000000	Adult
6	7	0	1	McCarthy, Mr. Timothy J	1	54.000000	0	0	17463	51.8625	E46	2	54.847826	0.101229	1.870059	Senior
7	8	0	3	Palsson, Master. Gosta Leonard	1	2.000000	3	1	349909	21.0750	Unknown	2	8.006700	0.041136	-2.131568	Child
8	9	1	3	Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)	0	27.000000	0	2	347742	11.1333	Unknown	2	26.256680	0.021731	-0.207709	Adult
9	10	1	2	Nasser, Mrs. Nicholas (Adele Achem)	0	14.000000	1	0	237736	30.0708	Unknown	0	8.006700	0.058694	-1.208115	Teen

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Parch	Ticket	Fare	Cabin	Embarked	Age_BinMean	Fare_MinMax	Age_Standard	Age_Group
881	882	0	3	Markun, Mr. Johann	1	33.000000	0	0	349257	7.8958	Unknown	2	39.239362	0.015412	0.254017	Adult
882	883	0	3	Dahlberg, Miss. Gerda Ulrika	0	22.000000	0	0	7552	10.5167	Unknown	2	26.256680	0.020527	-0.592481	Adult
883	884	0	2	Banfield, Mr. Frederick James	1	28.000000	0	0	C.A./SOTON 34068	10.5000	Unknown	2	26.256680	0.020495	-0.130754	Adult
884	885	0	3	Sutehall, Mr. Henry Jr	1	25.000000	0	0	SOTON/OQ 392076	7.0500	Unknown	2	26.256680	0.013761	-0.361618	Adult
885	886	0	3	Rice, Mrs. William (Margaret Norton)	0	39.000000	0	5	382652	29.1250	Unknown	1	39.239362	0.056848	0.715743	Adult
886	887	0	2	Montvila, Rev. Juozas	1	27.000000	0	0	211536	13.0000	Unknown	2	26.256680	0.025374	-0.207709	Adult
887	888	1	1	Graham, Miss. Margaret Edith	0	19.000000	0	0	112053	30.0000	B42	2	26.256680	0.058556	-0.823344	Adult
888	889	0	3	Johnston, Miss. Catherine Helen "Carrie"	0	29.699118	1	2	W./C. 6607	23.4500	Unknown	2	26.256680	0.045771	0.000000	Adult
889	890	1	1	Behr, Mr. Karl Howell	1	26.000000	0	0	111369	30.0000	C148	0	26.256680	0.058556	-0.284663	Adult
890	891	0	3	Dooley, Mr. Patrick	1	32.000000	0	0	370376	7.7500	Unknown	1	26.256680	0.015127	0.177063	Adult

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script